Parameter Estimation of a Tumor Growth Model under Data-driven Approach and Its Numerical Solution in Matlab

This paper focuses on the numerical solution of a tumor growth model under a data-driven approach. Based on the inherent laws of the data and reasonable assumptions, an ordinary differential equation model for tumor growth is established. Nonlinear fitting is employed to obtain the optimal parameter estimation of the mathematical model, and the numerical solution is carried out using the Matlab software. By comparing the clinical data with the simulation results, a good agreement is achieved, which verifies the rationality and feasibility of the model.

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Publication Details

Journal
Journal of Clinical and Nursing Research
Published
2025-04-28
DOI
https://doi.org/10.26689/jcnr.v9i4.10227
Primary Topic
Mathematical Biology Tumor Growth
Type
article
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article

Parameter Estimation of a Tumor Growth Model under Data-driven Approach and Its Numerical Solution in Matlab

Zhuo Chen, Yi Zeng, Wei Chen, Z. Z. Du et al.
Journal of Clinical and Nursing Research
Mathematical Biology Tumor Growth
article

Parameter Estimation of a Tumor Growth Model under Data-driven Approach and Its Numerical Solution in Matlab

Zhuo Chen, Yi Zeng, Wei Chen, Z. Z. Du, Ruixian Zheng, Meibao Ge
article en

Abstract

This paper focuses on the numerical solution of a tumor growth model under a data-driven approach. Based on the inherent laws of the data and reasonable assumptions, an ordinary differential equation model for tumor growth is established. Nonlinear fitting is employed to obtain the optimal parameter estimation of the mathematical model, and the numerical solution is carried out using the Matlab software. By comparing the clinical data with the simulation results, a good agreement is achieved, which verifies the rationality and feasibility of the model.

Journal of Clinical and Nursing ResearchVol. 9(4)
Hangzhou Medical College (CN)
Openalex Percentile: Top 90%
Mathematical Biology Tumor Growth
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Parameter Estimation of a Tumor Growth Model under Data-driven Approach and Its Numerical Solution in Matlab — Zhuo Chen, Yi Zeng, et al. · Journal of Clinical and Nursing Research (2025) | TGRS Research Map | TGRS